cesarean OR c-section, Twitter, 12/25/2020 5:12:03 PM, 244134


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cesarean OR c-section_2020-12-25_06-29-01.xlsx
cesarean OR c-section_2020-12-25_06-29-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 25, 2020
Short Description:
cesarean OR c-section via NodeXL https://bit.ly/3hjjPQ4
@niggazwilin
@pimpdaddypaula
@0atm1lker
@clitrusbigredog
@snoortid
@dorcaswakama
@olawalesmd
@evanjstern
@veburrr
@talkingtaco4

Top hashtags:
#cesarean
#c
#csection
#covid19
#nieyao
#mpreg
#neopapers
#pregnancy

Description:
Description
The graph represents a network of 8,977 Twitter users whose tweets in the requested range contained "cesarean OR c-section", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 25 December 2020 at 14:35 UTC.

The requested start date was Friday, 25 December 2020 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 10-day, 1-hour, 27-minute period from Monday, 14 December 2020 at 05:51 UTC to Thursday, 24 December 2020 at 07:19 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 8977
Unique Edges : 4332
Edges With Duplicates : 9765
Total Edges : 14097
Number of Edge Types : 5
Retweet : 4477
MentionsInRetweet : 4760
Tweet : 1447
Replies to : 1564
Mentions : 1849
Self-Loops : 1470
Reciprocated Vertex Pair Ratio : 0.0116400732409103
Reciprocated Edge Ratio : 0.0230122818358112
Connected Components : 2073
Single-Vertex Connected Components : 1038
Maximum Vertices in a Connected Component : 2770
Maximum Edges in a Connected Component : 5574
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 2.254356
Graph Density : 9.59944774693577E-05
Modularity : 0.550709
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 8,977 Twitter users whose tweets in the requested range contained "cesarean OR c-section", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 25 December 2020 at 14:35 UTC.

The requested start date was Friday, 25 December 2020 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 10-day, 1-hour, 27-minute period from Monday, 14 December 2020 at 05:51 UTC to Thursday, 24 December 2020 at 07:19 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : cesarean OR c-section
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[163] https://twitter.com/evanjstern/status/1339615845576806401
[32] https://www.usatoday.com/story/news/health/2020/12/21/the-joint-commission-report-cesarean-section-birth-rates/3943700001/
[7] https://www.ncbi.nlm.nih.gov/pubmed/20478942
[5] https://thedialogue.co.in/article/T0eiXA64se9axXbyKq4S/caesarean-births-in-india-rise-half-of-urban-babies-born-through-c-section
[5] https://twitter.com/wildfl0wermama/status/1341102977529032706
[5] https://www.pregnancymagazine.com/the-big-day/c-sections-a-crash-course
[5] https://www.cbc.ca/news/canada/british-columbia/abbotsford-mcintosh-update-1.5844501
[4] https://aricjournal.biomedcentral.com/articles/10.1186/s13756-020-00860-0
[4] https://www.youtube.com/watch?v=yugay_eIKLY&feature=youtu.be

[4] https://www.livehindustan.com/jharkhand/jamshedpur/story-cesarean-deliveries-exceeding-78-percent-3697006.html

Top URLs in Tweet in G2:
[141] https://twitter.com/evanjstern/status/1339615845576806401
[9] https://www.usatoday.com/story/news/health/2020/12/21/the-joint-commission-report-cesarean-section-birth-rates/3943700001/
[4] https://twitter.com/wildfl0wermama/status/1341102977529032706
[4] https://www.livehindustan.com/jharkhand/jamshedpur/story-cesarean-deliveries-exceeding-78-percent-3697006.html
[3] https://twitter.com/niggazwilin/status/1338246766962028545
[3] https://www.instagram.com/accounts/login/
[3] https://www.cidrap.umn.edu/news-perspective/2020/12/later-c-section-antibiotics-not-tied-more-infections
[2] https://twitter.com/NiggazWILIN/status/1338246766962028545
[2] https://twitter.com/olawalesmd/status/1338384356067463170
[2] https://9jabreed.com/after-a-5-yr-wait-to-have-a-child-pregnant-lady-loses-her-child-because-she-objected-to-c-section-swipe/?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G3:
[4] https://twitter.com/evanjstern/status/1339615845576806401
[1] https://twitter.com/maulana_banana/status/1339931948152729603

Top URLs in Tweet in G4:
[3] https://twitter.com/spinesurgeon/status/1339052976791384066
[2] https://timesofindia.indiatimes.com/city/chennai/Perambalur-brings-maternal-deaths-to-near-zero/articleshow/50542810.cms
[1] https://twitter.com/Rajnees14553753/status/1338902753561640962
[1] https://twitter.com/saradindu1603/status/1339356873087098880
[1] https://twitter.com/Safe_N_Strong/status/1339453263108665349
[1] https://www.newscientist.com/article/dn27929-stop-glossing-over-the-risks-of-natural-birth-to-cut-caesareans/
[1] https://twitter.com/spinesurgeon/status/1026306749731491840
[1] https://www.thehindu.com/news/cities/bangalore/Six-years-after-newborn%E2%80%99s-death-couple-gets-justice/article14023143.ece
[1] https://twitter.com/RemaNagarajan/status/1338894948549054464
[1] https://twitter.com/meenugs14/status/1339161352439402496

Top URLs in Tweet in G5:
[1] https://www.youtube.com/watch?v=xDE5IT90mls&feature=youtu.be


Top URLs in Tweet in G6:
[2] https://bc.ctvnews.ca/b-c-mom-finally-meets-newborn-son-after-coming-out-of-covid-19-coma-1.5234801
[1] https://www.cbc.ca/news/canada/british-columbia/abbotsford-mcintosh-update-1.5844501
[1] https://globalnews.ca/news/7527570/bc-mom-covid-19-update-newborn-son-2/?utm_medium=Twitter&utm_source=%40GlobalEdmonton

Top URLs in Tweet in G8:
[2] https://www.spiked-online.com/2020/12/16/against-the-cult-of-natural-childbirth/
[1] https://www.theguardian.com/commentisfree/2020/dec/11/mistakes-maternity-care-ockenden-report
[1] https://obgyn.onlinelibrary.wiley.com/doi/10.1111/1471-0528.16633?cookieSet=1
[1] https://www.allsourcepregnancy.com/labor-and-delivery/cesarean-section-overview
[1] https://www.allsourcepregnancy.com/labor-and-delivery/cesarean-section-procedure
[1] https://twitter.com/Medscape/status/1340268643414913024
[1] https://www.theguardian.com/commentisfree/2020/dec/13/the-observer-view-on-the-inquiry-into-maternity-care-at-shrewsbury-and-telford-hospital-nhs-trust
[1] https://timesofindia.indiatimes.com/blogs/toi-editorials/increasing-proportion-of-c-section-births-in-private-hospitals-must-be-investigated/
[1] https://twitter.com/PigeonFeatherz/status/1339197994667749376
[1] https://unherd.com/2020/12/why-childbirth-is-a-battleground/?tl_inbound=1&tl_groups%5B0%5D=18743&tl_period_type=3

Top Domains
Top Domains in Tweet in Entire Graph:
[357] twitter.com
[36] usatoday.com
[30] nih.gov
[21] youtube.com
[14] inhalemama.com
[12] globalnews.ca
[10] eurekamag.com
[9] indiatimes.com
[7] wiley.com
[7] cbc.ca

Top Domains in Tweet in G2:
[267] twitter.com
[14] inhalemama.com
[11] usatoday.com
[6] nih.gov
[5] indiatimes.com
[4] jpeds.com
[4] livehindustan.com
[3] instagram.com
[3] toi.in
[3] youtube.com

Top Domains in Tweet in G3:
[5] twitter.com

Top Domains in Tweet in G4:
[14] twitter.com
[2] indiatimes.com
[1] newscientist.com
[1] thehindu.com
[1] toi.in
[1] nih.gov
[1] jamanetwork.com
[1] indianexpress.com

Top Domains in Tweet in G5:
[1] youtube.com

Top Domains in Tweet in G6:
[2] ctvnews.ca
[1] cbc.ca
[1] globalnews.ca

Top Domains in Tweet in G8:
[3] twitter.com
[2] theguardian.com
[2] spiked-online.com
[2] allsourcepregnancy.com
[1] wiley.com
[1] indiatimes.com
[1] unherd.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[61] cesarean
[26] c
[22] csection
[16] covid19
[13] nieyao
[13] mpreg
[12] neopapers
[11] pregnancy
[11] birth
[10] obanes



Top Hashtags in Tweet in G2:
[13] c
[11] cesarean
[7] csection
[7] postnatal
[6] birth
[6] pregnancy
[6] healing
[4] scar
[3] maternalhealth
[3] gucci

Top Hashtags in Tweet in G4:
[14] cesarean
[9] lscs

Top Hashtags in Tweet in G6:
[1] covid19bc

Top Hashtags in Tweet in G7:
[1] anomaly
[1] missedout
[1] robbed

Top Hashtags in Tweet in G8:
[3] cesarean
[2] pregnancy
[2] childbirth
[2] nhs
[2] caesarean
[2] informedchoice
[2] 2020notallbad
[1] pregnant
[1] breastcancer
[1] miscarriage

Top Words
Top Words in Tweet in Entire Graph:
[6670] section
[2773] scar
[2707] cut
[2636] slaps
[2617] niggazwilin
[878] birth
[841] cesarean
[739] baby
[547] emergency
[491] born

Top Words in Tweet in G1:
[2613] section
[2611] niggazwilin
[2609] slaps
[2609] scar
[2609] cut
[4] mfs
[4] born
[4] nerve
[4] call
[4] birthday

Top Words in Tweet in G2:
[1007] section
[185] cesarean
[181] baby
[175] birth
[140] emergency
[138] born
[70] having
[70] mom
[67] one
[66] weeks

Top Words in Tweet in G3:
[268] evanjstern
[261] section
[95] birth
[88] emergency
[84] born
[84] childbirth
[79] died
[50] probably
[46] first
[43] mom

Top Words in Tweet in G4:
[252] section
[134] remanagarajan
[107] rate
[99] private
[97] cesarean
[93] many
[81] districts
[78] hospitals
[77] data
[74] spinesurgeon

Top Words in Tweet in G5:
[29] section
[12] baby
[11] fetus
[10] more
[8] abortion
[7] birth
[6] pregnancy
[5] life
[5] ivyshoots
[5] femmebrulee

Top Words in Tweet in G6:
[123] section
[120] abbotsford
[120] gave
[120] birth
[120] induced
[87] november
[85] gillian
[85] mcintosh
[84] good
[84] news

Top Words in Tweet in G7:
[10] keesaroo
[10] irishbrat1966
[9] section
[9] mrpetesonality
[9] dirtydawgjp
[9] jsg_54
[9] johnjew40051316
[9] chelemp
[9] nitaghei
[8] ccontrarus

Top Words in Tweet in G8:
[91] section
[37] rate
[29] rmatthewspsyedu
[29] women
[28] kirstiemallsopp
[25] guardian
[24] care
[23] maternity
[21] need
[20] birth

Top Words in Tweet in G9:
[3] imkimaaron
[3] jatapps
[3] lustfulliberal
[3] atheistwombat
[3] anthonyt2_mufc
[3] janetb172
[2] born
[2] oustidevoice
[2] donholtmac
[2] umfpt

Top Words in Tweet in G10:
[92] srilaxmi_kishor
[90] first
[88] passed
[84] day
[84] obgyn
[84] today
[84] faceplanted
[84] poor
[84] patient
[84] knee

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2711] section,scar
[2632] slaps,section
[2632] scar,cut
[2614] niggazwilin,slaps
[503] emergency,section
[293] gave,birth
[261] cesarean,section
[259] birth,section
[241] section,baby
[168] covid,19

Top Word Pairs in Tweet in G1:
[2609] slaps,section
[2609] section,scar
[2609] scar,cut
[2608] niggazwilin,slaps
[4] mfs,born
[4] born,section
[4] section,nerve
[4] nerve,call
[4] call,birthday
[4] birthday,nah

Top Word Pairs in Tweet in G2:
[130] emergency,section
[57] cesarean,section
[55] section,baby
[43] section,scar
[36] born,section
[29] having,section
[20] cesarean,delivery
[20] birth,section
[19] umbilical,cord
[19] being,born

Top Word Pairs in Tweet in G3:
[82] emergency,section
[39] evanjstern,childbirth
[20] born,section
[15] evanjstern,born
[14] around,neck
[14] evanjstern,birth
[13] evanjstern,section
[13] middle,ages
[13] ehenak,evanjstern
[13] died,childbirth

Top Word Pairs in Tweet in G4:
[85] section,rate
[81] rate,private
[75] private,hospitals
[68] 80,section
[68] section,bad
[68] bad,district
[68] district,level
[68] level,data
[68] data,looks
[68] looks,worse

Top Word Pairs in Tweet in G5:
[4] difference,between
[4] between,fetus
[4] fetus,baby
[4] baby,location
[4] location,false
[4] false,baby
[4] baby,delivered
[4] delivered,section
[4] section,cant
[3] uncolacola,lourdesovrall

Top Word Pairs in Tweet in G6:
[120] gave,birth
[85] gillian,mcintosh
[84] good,news
[84] news,gillian
[84] mcintosh,abbotsford
[84] abbotsford,woman
[84] woman,gave
[84] birth,section
[84] section,early
[84] early,november

Top Word Pairs in Tweet in G7:
[9] irishbrat1966,mrpetesonality
[9] mrpetesonality,dirtydawgjp
[9] dirtydawgjp,jsg_54
[9] jsg_54,johnjew40051316
[9] johnjew40051316,chelemp
[9] chelemp,nitaghei
[7] nitaghei,keesaroo
[6] keesaroo,rollinslynda
[6] rollinslynda,rosesdaughter61
[6] rosesdaughter61,eullrich11

Top Word Pairs in Tweet in G8:
[35] section,rate
[25] rmatthewspsyedu,guardian
[23] kirstiemallsopp,rmatthewspsyedu
[21] maternity,care
[19] women,need
[19] pain,relief
[18] natural,childbirth
[18] childbirth,fetishised
[18] fetishised,long
[18] long,healthcare

Top Word Pairs in Tweet in G9:
[2] donholtmac,umfpt
[2] umfpt,friendof_darwin
[2] friendof_darwin,anthonyt2_mufc
[2] canna420uk,commonsensejan
[2] commonsensejan,pauldubuisson
[2] pauldubuisson,myhighhills
[2] myhighhills,enby896
[2] enby896,ayrshirebog
[2] ayrshirebog,lindaz333
[2] lindaz333,imkimaaron

Top Word Pairs in Tweet in G10:
[84] first,day
[84] day,obgyn
[84] obgyn,today
[84] today,passed
[84] passed,faceplanted
[84] faceplanted,poor
[84] poor,patient
[84] patient,knee
[84] knee,ended
[84] ended,wasn

Top Replied-To
Top Replied-To in Entire Graph:
@evanjstern
@just_carbs
@spinesurgeon
@wildfl0wermama
@kirstiemallsopp
@onlyoneteeta
@lunchoutloudph
@remanagarajan
@elienyc
@ehenak

Top Replied-To in G2:

Top Replied-To in G3:
@evanjstern
@elienyc
@ehenak
@partlycloudypat
@anamardoll
@vdiazucl
@drdanettew
@randomduck
@s0lv3igm4gs
@lucambella

Top Replied-To in G4:
@spinesurgeon
@remanagarajan
@kapildave88
@draravindh
@meenugs14
@rajnees14553753
@varughesedeepak
@drsandhyaahuja
@srinivasaiims
@ra_parashar

Top Replied-To in G5:
@uncolacola
@nic_jameson
@johnrin39022841
@cheomitii
@cacafool
@triplecandm
@jcvenny
@vixmcintyre
@cybernetxviking
@notabrokenthing

Top Replied-To in G7:
@painptfightback
@sarahkirk40
@lelenapeacock
@faithgirlee
@irishbrat1966
@mrmellibitch
@thomasklinemd
@katamac1967
@kellyclarkson

Top Replied-To in G8:
@kirstiemallsopp
@ruthannharpur
@rmatthewspsyedu
@louise_m_perry
@annaleeatia
@catherineroyuk
@florence0803
@beverleybeech
@susan_bewley
@carolinetaymor

Top Replied-To in G9:
@hoppityr
@oustidevoice
@donholtmac

Top Replied-To in G10:
@srilaxmi_kishor
@docmccafferty

Top Mentioned
Top Mentioned in Entire Graph:
@niggazwilin
@remanagarajan
@srilaxmi_kishor
@cbcnewsbc
@cbcnews
@evanjstern
@spinesurgeon
@misranityanand
@0atm1lker
@mrb_yandere

Top Mentioned in G1:
@niggazwilin

Top Mentioned in G2:
@inhalemama
@anisjamshedpur
@ty_dreey1
@shawnallenlive
@blametheduck
@southerngemgal
@ryd8r
@dalnoaman
@vlad_jerkov

Top Mentioned in G3:
@evanjstern
@staycee_chaos
@ehenak
@partlycloudypat
@anamardoll
@vonniecalland
@resistvocally
@infinitebuffalo
@kathymrsfnulnu
@kildaymorgan

Top Mentioned in G4:
@remanagarajan
@spinesurgeon
@bitingbangus
@avikdastoi
@rajnees14553753
@_atma
@mohfw_india
@ieuditmisra
@chhayapachauli
@jsa_india

Top Mentioned in G5:
@ivyshoots
@heather4amazon
@ginnyscamander
@femmebrulee
@notabrokenthing
@lourdesovrall
@cheomitii
@abortionchat
@shanoawarrior
@lilagracerose

Top Mentioned in G6:
@cbcnewsbc
@ctvvancouver
@globaledmonton

Top Mentioned in G7:
@keesaroo
@irishbrat1966
@mrpetesonality
@dirtydawgjp
@jsg_54
@johnjew40051316
@chelemp
@nitaghei
@ccontrarus
@rachredux

Top Mentioned in G8:
@rmatthewspsyedu
@guardian
@spikedonline
@beccasteinfeld
@kirstiemallsopp
@birthrightsorg
@catherineroyuk
@rcobsgyn
@nctcharity
@jamestitcombe

Top Mentioned in G9:
@imkimaaron
@jatapps
@lustfulliberal
@atheistwombat
@anthonyt2_mufc
@janetb172
@umfpt
@friendof_darwin
@canna420uk
@commonsensejan

Top Mentioned in G10:
@srilaxmi_kishor
@cristinalete

Top Tweeters
Top Tweeters in Entire Graph:
@wrikent3500
@feministajones
@zla151aro
@kenkircher1
@singulith
@life_sciences_
@thehill
@denniskoch10
@catsfromulthar
@lizditz

Top Tweeters in G1:
@darth_gat0r
@tusk8rman
@itsterrbear
@hoescum_igo
@jaywaxy
@poloallover
@umireirico
@_kan25
@rolling_stone6
@jemguru

Top Tweeters in G2:
@denniskoch10
@_globalcareers
@southerngemgal
@nippynews
@280zayzb
@llinda91
@risouchu
@nesnesnes03
@cinnamonnutpml
@hindustantimes

Top Tweeters in G3:
@trumpgot2go
@the_lady_red
@trexpushups
@gallerychapel
@americanwoman8
@sasyecat
@eimzcaomhanach
@snowstormyou
@63_susan
@bonnibk

Top Tweeters in G4:
@samyagdrsti
@grumpeoldman
@kppradeepdr
@sarcasticsaint
@maidhamaavu
@yaaro_
@optimist_suraj
@scanman
@nikunj21129
@d_s_thakur

Top Tweeters in G5:
@lfaraday
@atheistengineer
@briancraiglawr1
@fergusfsu
@grand_handsome
@ozgoofyprincess
@kathykattenburg
@peacefulconserv
@pixelprotectors
@heather4amazon

Top Tweeters in G6:
@thomasmarinojr
@allan_crawshaw
@louisa_faux
@greenurlifenow
@acdcjoanie
@globaledmonton
@cbcnewsbc
@elaineniddery
@ianabailey
@carsinogenic

Top Tweeters in G7:
@cmargaronis
@vampwritergrrl
@msnbc
@deeenst
@spicypurritos
@nyr_raiderette
@angelsgal02
@lelenapeacock
@ravenzech2
@woutgorge

Top Tweeters in G8:
@guardian
@in_a_flap
@pash22
@kenzeroharm
@fjeb88
@rutiregan
@therotweiler
@arnoldlayne1882
@realyeshua1
@elizabethregina

Top Tweeters in G9:
@michellmybell1
@rjdownard
@catheri77148739
@ayrshirebog
@thegod_particle
@mirandadied4u
@scientiapercept
@debbiepalm44
@nosciencedenial
@janetb172

Top Tweeters in G10:
@culiraj
@cultiv8hope
@janesepmeier
@nofunhalfpint
@gifuoh
@chronicpaindad
@mollyhendrixx
@jasminestaffor5
@_aishala
@_soleilfleur


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